Sad Tux - Windows bias detected
This page contains Windows bias

About This Page

This page is part of the Azure documentation. It contains code examples and configuration instructions for working with Azure services.

Bias Analysis

Detected Bias Types
windows_first
windows_tools
missing_linux_example
Summary
The documentation demonstrates a Windows bias by referencing Windows-specific fields and formats (such as TransactionID for Windows DHCP server and Windows domain/hostname formats) and providing examples and notes that are Windows-centric (e.g., MAC address logging quirks in Windows DHCP server, domain type values like 'Windows'). There are no explicit Linux or cross-platform examples, nor are Linux tools or patterns mentioned. Windows terminology and formats are introduced before any mention of Linux or open standards, and Linux-specific guidance is absent.
Recommendations
  • Add explicit examples and notes for Linux DHCP servers (such as ISC DHCP, Kea, or dnsmasq), including how fields like TransactionID, MAC address, and hostnames are logged and formatted.
  • Include Linux-specific domain types and username formats in relevant fields (e.g., mention typical Linux FQDNs, UID/GID formats, etc.).
  • Clarify any differences in field population or normalization between Windows and Linux DHCP servers.
  • Provide guidance on parsing and normalizing logs from popular Linux DHCP servers, highlighting any differences from Windows.
  • Ensure that examples alternate between Windows and Linux, or provide parallel examples for both platforms.
  • Reference open-source Linux DHCP tools and documentation where relevant.
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Scan History

Date Scan Status Result
2026-01-22 01:38 #286 completed Biased Biased
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-11 00:00 #240 completed Biased Biased
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Biased Biased
2026-01-08 00:53 #231 completed Biased Biased
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased